class: center, middle, inverse, title-slide .title[ # Class 1: Introduction to Business Forecasting ] .author[ ### Krzysztof Zaremba ] --- <style type="text/css"> .remark-slide-content { font-size: 20px; } </style> ## Who am I? - Krzysztof Zaremba -- - **Research focus**: Applied Econometrics, Health Economics -- - **Email:** .blue[zaremba@itam.mx] -- - **Office:** In Santa Teresa Campus -- - **Office hours:** Calendly, virtual, Tuesday 2-3pm or by appointment --- ## Who are you? <center> <img src=qr-code.png width="500"> </center> --- ### What Is This Class About? **Forecasting** involves making predictions about future events based on historical data and relevant information --- 1. **Weather Forecasting** - Predicting hurricanes &rarr; timely reactions and preparations. <center> <img src="data:image/png;base64,#https://ral.ucar.edu/sites/default/files/public/images/features/hfip1.png" /> </center> --- 2. **Epidemic Forecasting** - Predicting disease outbreaks &rarr; effective public health responses. <center> <img src=https://www.washingtonpost.com/wp-apps/imrs.php?src=https://arc-anglerfish-washpost-prod-washpost.s3.amazonaws.com/public/RA3SMOZBVRAKREEJ7HBLLRITEI.png&w=1440 width="600"> </center> --- 3. **Criminal Activity Forecasting** - Identifying crime hot-spots &rarr; increase the number of patrols. - Identifying individuals at risk of committing crimes &rarr; sending warning letters. <center> <img src=Crime_prediction.png width="600"> </center> --- ### What Is This Class About? #### Forecasting in Business - Improve decision making - With increasing availability of data, firms rely on almost scientific methods to make decisions -- #### Applications 1. **Pricing**: Optimize pricing (Example: Health Insurance, Uber) -- 2. **Employee Churn**: Identify factors predicting employees leaving the company and implement measures to retain valuable talent (Example: EC) -- 3. **Anticipating Demand**: Adjust inventory management to minimize waste and meet customer needs effectively (Example: Meal Kits) -- 4. **Strategic Investment Decisions**: Forecast market trends to predict suitability for investments (Example: Electric Cars) -- --- ### Your turn - Get in pairs - Consider your past employment or your future employment - Think about how forecasting could solve some problems in the context of industry you are considering - (5 min) --- ### What will you learn? 1. Getting Business Information from the Data - Analyze data, evidence, and arguments to make reasoned judgments -- 2. Problem Solving and Forecasting - Formulate, evaluate, and implement statistical models for business forecasting. - Interpret the results and validate assumptions - Key technical skill very valuable on the job market! -- 3. Decision Making and Communication - Choose optimal options to achieve objectives. - Communicate findings, conclusions, and recommendations effectively to business professionals --- ### Organization - **Schedule**: - Group Section 001 - Tuesday 08:00 -10:00 hrs. Room: RH 104 - Thursday 08:00 -09:30 hrs. Room: RH 104 - Group Section 002 - Tuesday 10:00 -12:00 hrs. Room: PF 105 - Thursday 10:00 -11:30 hrs. Room:PF 105 - **Textbooks** - See canvas course materials and syllabus ### Grading - 20% 2x Midterms - 30% Final Exam - 15% Quizzes (with 1 week notice, in-class) - 15% Final Project (In groups of 3) - 0% Homeworks --- ### Pre-requisites - Mathematics III or Linear Algebra I - Statistics II or Statistical Inference -- ### Language - Class is in English -- - But your English is not evaluated -- - I will understand your English -- - Great occasion to learn vocabulary useful for interviews --- ### Software - R **Performing actual forecasts with data** - Widely Used: R is a popular language for data analysis and statistical computing - Open-Source: R is free! - Community Support: You can easily find plenty of tutorials and help - Data Visualization: Amazing vizualizations and ways to communicate your findings --- ### Public Wifi Antennas in Mexico City <div class="leaflet html-widget html-fill-item-overflow-hidden html-fill-item" id="htmlwidget-84adecda44eff296e653" 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","x"]},"highlight":{"on":"plotly_click","persistent":false,"dynamic":false,"selectize":false,"opacityDim":0.20000000000000001,"selected":{"opacity":1},"debounce":0},"shinyEvents":["plotly_hover","plotly_click","plotly_selected","plotly_relayout","plotly_brushed","plotly_brushing","plotly_clickannotation","plotly_doubleclick","plotly_deselect","plotly_afterplot","plotly_sunburstclick"],"base_url":"https://plot.ly"},"evals":[],"jsHooks":[]}</script> --- ### Remarks - We will use it for practical exercises with data - You will use it for the final project - We will learn some of it together in class - Chatgpt is your friend - You might be evaluated on reading the output of R code --- ### Introduction to Forecasting Tools will often depend on the horizon and data availability -- #### Forecasting Horizons - .blue[Very Short Horizon:] - High-Frequency Trading: Real-time price predictions for financial trading - Traffic Flow Management: Optimizing traffic signals based on real-time data -- - .blue[Short Horizon]: - Retail Store: Forecasting cashier scheduling based on historical foot traffic and transaction data - Public bikes: Predict the availability of bikes at bike station and adjust the number -- - .blue[Long Horizon]: - New obesity drug: Forecasting number of potential patients and their resources - Investing in new country: Forecasting political stability --- ### Overview of Forecasting Techniques 1. Qualitative Forecasting - Based on subjective judgment and expert opinions - Suitable for unique situations or new markets - Examples: Predicting economic impacts of oil price changes or political stability in a region -- 2. Quantitative Forecasting - Uses historical data and numerical techniques - Suitable when data is available and continuity assumptions hold true - *Continuity assumption*: past trends and relationships continue in the future - When it holds? - Interest rates and investments - When it does not hold? - Covid Cases & Deaths and Vaccines --- layout: false class: inverse, middle # Methods of Quantitative Forecasting --- ## Time Series Forecasting .pull-left[ - .blue[Time series data]: collection of data points for a single unit (one firm, one person, one country, one) ordered chronologically. - .blue[Time series forecasting]: identifying patterns and trends in historical data to predict future values ] .pull-right[ <div class="datatables html-widget html-fill-item-overflow-hidden html-fill-item" id="htmlwidget-f2ad6740ac3e24a7418e" style="width:100%;height:auto;"></div> <script type="application/json" data-for="htmlwidget-f2ad6740ac3e24a7418e">{"x":{"filter":"none","vertical":false,"fillContainer":false,"data":[[2010,2011,2012,2013,2014,2015,2016,2017,2018,2019,2020,2021,2022,2023,2024,2025,2026,2027],[9400,10342,10376,10866,11076,9753,8875,9434,9857,10145,8655,10046,null,null,null,null,null,null]],"container":"<table class=\"display\">\n <thead>\n <tr>\n <th>Year<\/th>\n <th>GDP<\/th>\n <\/tr>\n <\/thead>\n<\/table>","options":{"pageLength":5,"searching":false,"initComplete":"function(settings, json) {\n$(this.api().table().container()).css({'font-size': '12px'});\n}","columnDefs":[{"className":"dt-right","targets":[0,1]}],"order":[],"autoWidth":false,"orderClasses":false,"lengthMenu":[5,10,25,50,100]},"selection":{"mode":"multiple","selected":null,"target":"row","selectable":null}},"evals":["options.initComplete"],"jsHooks":[]}</script> ] -- #### In simple terms: - We don't care about what causes what - We just hope that past values of the variable and its historical behavior can predict its future values --- ## Example: Forecasting of GDP - Time series forecasting can help predict a country's Gross Domestic Product.  --- ## Explanatory Models - We have data on both the variable of interest and other variables related to it - We consider how other variables impact the outcome of interest - We use these relationships to make forecasts --- .pull-left[## Example: Sales at a new location - Should we open a new Starbucks at ITAM? 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Select a group of experts 2. Invite them to the study. They are anonymous and don't talk to each other! 3. Ask them to answer a questionnaire 4. Get initial responses 5. Compile them into summary 6. Send them summary and get their feedback with refined answers 7. Reiterate until consensus is reached or no further improvement -- #### Example: Determining AI threats - What are the risks of AI developments? - Panel of experts from academia and industry - Computer scientists, engineers, CEOs of AI companies, ethic experts - Send them questionnaires asking about potential threats - Compile responses into summary and send them back - Get more rounds of responses until consensus - Identify the most probable risks --- ### Brainstorming - Creative technique for generating ideas. - Encourages free thinking and building on suggestions. - Appropriate for exploring possibilities. - Form a group (no need for experts) - State the problem - Encourage ideas, no matter how crazy - Build and combine each others' ideas - Document the ideas and synthesize them -- #### Example: Enhancing Employee Engagement - Tech company's HR department. - Representatives from HR, IT, and different departments. - Generate ideas for a mobile app to enhance employee engagement. - Write them down and implement the relevant ones --- ### Panel of Experts - Assemble knowledgeable individuals - At the same time and spot - They meet, offer insights and expertise, and discuss - Aid in well-informed decisions. - Sometimes ends up with a report with conculsions -- #### Example: Environmental Policy Formulation - Government agency want to find identify and address most pressing environmental issues - Environmental scientists, economists, conservationists, and policymakers. - Discuss policy options. - Create comprehensive environmental policies. --- ### Focus Groups - Gather diverse participant - experts - Share perceptions, attitudes, and opinions. - Provide qualitative data and consumer insights. -- #### Example: Market Research for a New TV SHOW - Proposing a new TV Show and trying to see how well it will do - Participants from various demographics. - Understand consumers' preferences and perceptions about the TV show - Fine-tune the product and marketing strategy. --- ### Remainder of the course #### Quantatitve Forecasting 0. Ungraded quiz on Thursday -- 1. Review of Statistics *(Midterm 1: 21st February)* -- 2. Simple linear regression *(Midterm 2: 3rd April)* -- 3. Multiple linear regression -- 4. Time Series *(Final: May)* -- **Fundamental tools to:** - Make predictions, - Quantify uncertainty, - Intepret it and communicate it --- # Questions?